{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "acd7b724",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:16:36.295172Z",
     "start_time": "2024-06-28T09:16:35.131345Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2607fc4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:17:07.169936Z",
     "start_time": "2024-06-28T09:17:07.109247Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('ERP_KHXD.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ef058ea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:18:04.118892Z",
     "start_time": "2024-06-28T09:18:04.107918Z"
    }
   },
   "outputs": [],
   "source": [
    "data = df['create_by']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "629947dc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:18:26.064921Z",
     "start_time": "2024-06-28T09:18:26.048666Z"
    }
   },
   "outputs": [],
   "source": [
    "value_counts = data.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e5107de1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:18:35.917638Z",
     "start_time": "2024-06-28T09:18:35.664206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Counts')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "value_counts.plot(kind='bar')  # 使用条形图展示\n",
    "plt.title('Value Counts of Column Name')  # 设置图像标题\n",
    "plt.xlabel('Value')  # 设置X轴标签\n",
    "plt.ylabel('Counts')  # 设置Y轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a4a5b2a5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-28T09:18:58.930913Z",
     "start_time": "2024-06-28T09:18:58.922893Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.show()  # 显示图像\n",
    "# plt.savefig('value_counts.png')  # 保存图像到文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8ef45ea",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
